Diffusion Models papers, 2023–2026
Diffusion, flow matching, and score-based generative modeling
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 6,900 papers are tagged with this topic.
Key findings
- Diffusion Models went from 660 papers in 2023 to 2,691 in 2026, roughly 4.1x in three years.
- NeurIPS publishes the most Diffusion Models work: 2,202 papers from 2023 to 2026, 32% of the four-venue total.
- The fastest-growing overlap is with Applications · chemistry physics and earth sciences: papers tagged with both rose from 14 in 2023 to 163 in 2026.
- Among the 11 topics under Deep Learning, it ranks #1 by 2026 paper count; the fastest grower in the group, Deep learning · foundation models, is up 2.5x versus 4.1x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 327 | 86 | 109 | 138 | 660 |
| 2024 | 520 | 260 | 195 | 496 | 1,471 |
| 2025 | 694 | 487 | 346 | 551 | 2,078 |
| 2026 | 661 | 694 | 728 | 608 | 2,691 |
Representative papers
Spread across years and venues so every edition shows up
- NeurIPS 2026$\mathbf{D^{3}S^{2}}$: Diffusion-Guided Dataset Distillation for Semantic Segmentation
- ICML 2026“Do Diffusion Models Dream of Electric Planes?” Discrete and Continuous Simulation-Based Inference for Aircraft Design
- ICLR 2026$\alpha$-DPO: Robust Preference Alignment for Diffusion Models via $\alpha$ Divergence
- CVPR 20262ndMatch Finetuning Pruned Diffusion Models via Second-Order Jacobian Matching
- NeurIPS 2025$\text{S}^2$Q-VDiT: Accurate Quantized Video Diffusion Transformer with Salient Data and Sparse Token Distillation
- ICML 2025A First-order Generative Bilevel Optimization Framework for Diffusion Models
- ICLR 2025$\text{I}^2\text{AM}$: Interpreting Image-to-Image Latent Diffusion Models via Bi-Attribution Maps
- CVPR 20253DEnhancer: Consistent Multi-View Diffusion for 3D Enhancement
- NeurIPS 2024$\text{Di}^2\text{Pose}$: Discrete Diffusion Model for Occluded 3D Human Pose Estimation
- ICML 2024A Dense Reward View on Aligning Text-to-Image Diffusion with Preference
- ICLR 2024$\infty$-Diff: Infinite Resolution Diffusion with Subsampled Mollified States
- CVPR 2024D^4: Dataset Distillation via Disentangled Diffusion Model
- NeurIPS 20233D molecule generation by denoising voxel grids
- ICML 2023A Critical Revisit of Adversarial Robustness in 3D Point Cloud Recognition with Diffusion-Driven Purification
- ICLR 2023(Certified!!) Adversarial Robustness for Free!
- CVPR 20233D Neural Field Generation Using Triplane Diffusion
- NeurIPS 2026$\text{PartConcepts}$: A Unified Mechanism for Fine-Grained Part Localization and Generation
- ICML 2026$\sigma$: Sigmoid Modulation for Ultra High Resolution Diffusion
- ICLR 2026$\textit{MADFormer}$: Mixed Autoregressive and Diffusion Transformers for Continuous Image Generation
- CVPR 20263D-LATTE Latent Space 3D Editing from Textual Instructions
All Diffusion Models papers
551 papers, page 2 of 12
- CVPR 2025BlobGEN-Vid: Compositional Text-to-Video Generation with Blob Video Representations
- CVPR 2025BlockDance: Reuse Structurally Similar Spatio-Temporal Features to Accelerate Diffusion Transformers
- CVPR 2025Blood Flow Speed Estimation with Optical Coherence Tomography Angiography Images
- CVPR 2025BooW-VTON: Boosting In-the-Wild Virtual Try-On via Mask-Free Pseudo Data Training
- CVPR 2025BrepGiff: Lightweight Generation of Complex B-rep with 3D GAT Diffusion
- CVPR 2025Bridging the Gap between Gaussian Diffusion Models and Universal Quantization for Image Compression
- CVPR 2025BWFormer: Building Wireframe Reconstruction from Airborne LiDAR Point Cloud with Transformer
- CVPR 2025CacheQuant: Comprehensively Accelerated Diffusion Models
- CVPR 2025CADDreamer: CAD Object Generation from Single-view Images
- CVPR 2025Calibrated Multi-Preference Optimization for Aligning Diffusion Models
- CVPR 2025CamFreeDiff: Camera-free Image to Panorama Generation with Diffusion Model
- CVPR 2025CAP4D: Creating Animatable 4D Portrait Avatars with Morphable Multi-View Diffusion Models
- CVPR 2025CaricatureBooth: Data-Free Interactive Caricature Generation in a Photo Booth
- CVPR 2025CAT4D: Create Anything in 4D with Multi-View Video Diffusion Models
- CVPR 2025Causal Composition Diffusion Model for Closed-loop Traffic Generation
- CVPR 2025CDI: Copyrighted Data Identification in Diffusion Models
- CVPR 2025CH3Depth: Efficient and Flexible Depth Foundation Model with Flow Matching
- CVPR 2025Channel-wise Noise Scheduled Diffusion for Inverse Rendering in Indoor Scenes
- CVPR 2025Chat2SVG: Vector Graphics Generation with Large Language Models and Image Diffusion Models
- CVPR 2025Classifier-Free Guidance Inside the Attraction Basin May Cause Memorization
- CVPR 2025CleanDIFT: Diffusion Features without Noise
- CVPR 2025Color Alignment in Diffusion
- CVPR 2025Community Forensics: Using Thousands of Generators to Train Fake Image Detectors
- CVPR 2025Compass Control: Multi Object Orientation Control for Text-to-Image Generation
- CVPR 2025Composing Parts for Expressive Object Generation
- CVPR 2025Comprehensive Relighting: Generalizable and Consistent Monocular Human Relighting and Harmonization
- CVPR 2025Concept Lancet: Image Editing with Compositional Representation Transplant
- CVPR 2025Concept Replacer: Replacing Sensitive Concepts in Diffusion Models via Precision Localization
- CVPR 2025Conditional Balance: Improving Multi-Conditioning Trade-Offs in Image Generation
- CVPR 2025Consistent and Controllable Image Animation with Motion Diffusion Models
- CVPR 2025Continuous Locomotive Crowd Behavior Generation
- CVPR 2025Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions
- CVPR 2025Controllable Human Image Generation with Personalized Multi-Garments
- CVPR 2025Correcting Deviations from Normality: A Reformulated Diffusion Model for Multi-Class Unsupervised Anomaly Detection
- CVPR 2025CraftsMan3D: High-fidelity Mesh Generation with 3D Native Diffusion and Interactive Geometry Refiner
- CVPR 2025CTRL-D: Controllable Dynamic 3D Scene Editing with Personalized 2D Diffusion
- CVPR 2025Customized Condition Controllable Generation for Video Soundtrack
- CVPR 2025D^2iT: Dynamic Diffusion Transformer for Accurate Image Generation
- CVPR 2025DaCapo: Score Distillation as Stacked Bridge for Fast and High-quality 3D Editing
- CVPR 2025DAMM-Diffusion: Learning Divergence-Aware Multi-Modal Diffusion Model for Nanoparticles Distribution Prediction
- CVPR 2025Data Synthesis with Diverse Styles for Face Recognition via 3DMM-Guided Diffusion
- CVPR 2025Data-Free Group-Wise Fully Quantized Winograd Convolution via Learnable Scales
- CVPR 2025Decentralized Diffusion Models
- CVPR 2025DeClotH: Decomposable 3D Cloth and Human Body Reconstruction from a Single Image
- CVPR 2025Decompositional Neural Scene Reconstruction with Generative Diffusion Prior
- CVPR 2025Decouple Distortion from Perception: Region Adaptive Diffusion for Extreme-low Bitrate Perception Image Compression
- CVPR 2025Decouple-Then-Merge: Finetune Diffusion Models as Multi-Task Learning
- CVPR 2025Decoupling Training-Free Guided Diffusion by ADMM
- CVPR 2025DefectFill: Realistic Defect Generation with Inpainting Diffusion Model for Visual Inspection
- CVPR 2025Denoising Functional Maps: Diffusion Models for Shape Correspondence
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FAQ
- How many Diffusion Models papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 6,900 in total: 660 in 2023, 1,471 in 2024, 2,078 in 2025, 2,691 in 2026.
- How many Diffusion Models papers are at NeurIPS 2026?
- NeurIPS 2026 has 661 Diffusion Models papers, versus 694 the year before.
- How many Diffusion Models papers are at ICLR 2026?
- ICLR 2026 has 694 Diffusion Models papers, versus 487 the year before.
- How many Diffusion Models papers are at ICML 2026?
- ICML 2026 has 728 Diffusion Models papers, versus 346 the year before.
- How many Diffusion Models papers are at CVPR 2026?
- CVPR 2026 has 608 Diffusion Models papers, versus 551 the year before.
- Which conference publishes the most Diffusion Models papers?
- NeurIPS, with 2,202 papers from 2023 to 2026.
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